Analysis of the algorithm: From rankings to backup genes.

Ranking section

For each of the affected genes present in the list, a ranking with the score and percentile of every possible gene was obtained. Once this was done, the position for every known backup gene was obtained and the statistical descriptor of all the values calculated.

Table 1. Backup position values for every kernel and net before integration.

Net Kernel Elements Min Max Average Standard_Deviation
biological_process ct 1648 0.0 1.0 0.127 0.214
biological_process el 1648 0.0 1.0 0.598 0.268
biological_process ka 1648 0.0 1.0 0.121 0.213
biological_process rf 1648 0.0 1.0 0.127 0.214
cellular_component ct 1649 0.0 0.983 0.239 0.27
cellular_component el 1649 0.0 1.0 0.529 0.286
cellular_component ka 1649 0.0 0.993 0.243 0.269
cellular_component rf 1649 0.0 0.983 0.239 0.27
disease ct 1462 0.0 1.0 0.045 0.143
disease el 1462 0.0 0.999 0.169 0.225
disease ka 1462 0.0 1.0 0.044 0.145
disease rf 1462 0.0 0.999 0.045 0.143
genetic_interaction_unweighted ct 1606 0.0 1.0 0.418 0.327
genetic_interaction_unweighted el 1606 0.0 1.0 0.431 0.324
genetic_interaction_unweighted ka 1606 0.0 1.0 0.843 0.357
genetic_interaction_unweighted rf 1606 0.0 1.0 0.425 0.33
genetic_interaction_weighted ct 1606 0.0 1.0 0.417 0.327
genetic_interaction_weighted el 1606 0.0 1.0 0.436 0.32
genetic_interaction_weighted ka 1606 0.0 1.0 0.84 0.364
genetic_interaction_weighted rf 1606 0.0 1.0 0.424 0.329
molecular_function ct 1634 0.0 0.997 0.33 0.304
molecular_function el 1634 0.003 0.998 0.502 0.297
molecular_function ka 1634 0.0 1.0 0.35 0.292
molecular_function rf 1634 0.0 0.997 0.331 0.304
pathway ct 653 0.001 1.0 0.29 0.333
pathway el 653 0.001 1.0 0.339 0.41
pathway ka 653 0.001 1.0 0.543 0.492
pathway rf 653 0.001 1.0 0.332 0.41
phenotype ct 1480 0.0 0.998 0.079 0.17
phenotype el 1480 0.0 0.998 0.281 0.213
phenotype ka 1480 0.0 1.0 0.079 0.177
phenotype rf 1480 0.0 0.998 0.079 0.17
protein_interaction_unweighted ct 1657 0.0 1.0 0.07 0.163
protein_interaction_unweighted el 1657 0.0 0.933 0.065 0.157
protein_interaction_unweighted ka 1657 0.0 1.0 0.304 0.455
protein_interaction_unweighted rf 1657 0.0 0.926 0.066 0.154
protein_interaction_weighted ct 1657 0.0 1.0 0.071 0.164
protein_interaction_weighted el 1657 0.0 0.945 0.438 0.261
protein_interaction_weighted ka 1657 0.0 1.0 0.302 0.456
protein_interaction_weighted rf 1657 0.0 0.931 0.069 0.159

Table 2. Backup position values for every kernel after integration

Backup Pairs Coverage By Layer

CDF plots of non integrated kernels

CDF plots of integrated kernels